diff --git a/README.md b/README.md
index 83ee302..ca14e51 100644
--- a/README.md
+++ b/README.md
@@ -87,9 +87,17 @@ Pocket Flow is also a *learning resource*, as current frameworks abstract too mu
## How Does it Work?
-The [100 lines](pocketflow/__init__.py) capture what we see as the core abstraction of most LLM frameworks: a **Nested Directed Graph** that breaks down tasks into multiple (LLM) steps, with branching and recursion for agent-like decision-making. From there, it’s easy to layer on more complex features.
+The [100 lines](pocketflow/__init__.py) capture what we see as the core abstraction of most LLM frameworks: **Nested Directed Graph** that breaks down tasks into multiple (LLM) steps, with branching and recursion for agent-like decision-making.
+
+

+
+From there, it’s easy to layer on more complex features.
+
+
+

+
- To learn more details, please check out documentation: https://the-pocket.github.io/PocketFlow/
@@ -99,6 +107,4 @@ The [100 lines](pocketflow/__init__.py) capture what we see as the core abstract
- More coming soon ... Let us know you’d love to see!
-
-

-
+
diff --git a/assets/abstraction.png b/assets/abstraction.png
new file mode 100644
index 0000000..4e90d49
Binary files /dev/null and b/assets/abstraction.png differ
diff --git a/assets/graph.png b/assets/graph.png
deleted file mode 100644
index 7af4977..0000000
Binary files a/assets/graph.png and /dev/null differ
diff --git a/assets/paradigm.png b/assets/paradigm.png
new file mode 100644
index 0000000..ac3346d
Binary files /dev/null and b/assets/paradigm.png differ
diff --git a/docs/guide.md b/docs/guide.md
index 0491aae..9204ae8 100644
--- a/docs/guide.md
+++ b/docs/guide.md
@@ -10,9 +10,30 @@ nav_order: 1
{: .important }
> Use LLMs to help with system design and implementation wherever possible.
+## Recommended LLM Project Structure:
+
+```
+my_project/
+├── utils/
+│ ├── __init__.py
+│ ├── call_llm.py
+│ └── search_web.py
+├── tests/
+│ ├── __init__.py
+│ ├── test_flow.py
+│ └── test_nodes.py
+├── main.py
+├── flow.py
+├── requirements.txt
+└── design.md
+```
+
+
+## System Design Steps:
+
1. **Understand Requirements**
- - Clarify the app’s needs and workflow.
- - Determine data access (e.g., from files or databases).
+ - Clarify the app’s needs and requirements.
+ - Determine data access (e.g., from files or databases).
2. **High-Level Flow Design**
- Represent the process as a *Nested Directed Graph*.